Japanese researchers built an AI tool that designs thermoelectric generators 10,000 times faster than conventional methods. The system identifies materials that conduct electricity while blocking heat, bypassing slow simulations. Prototypes based on these recommendations match current industry leads. This speedup drastically reduces the R&D cycle for waste heat recovery hardware.